Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "155" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 66 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 64 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459882 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459881 | RF_maintenance | 100.00% | 88.96% | 0.00% | 0.00% | - | - | 13.368755 | -0.540980 | 68.763557 | 1.800930 | 21.945414 | 13.774644 | 5.353608 | 12.969442 | 0.0983 | 0.7111 | 0.5133 | nan | nan |
| 2459880 | RF_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 16.251488 | -0.672356 | 57.019893 | 0.697701 | 6.776475 | 7.579019 | 1.118801 | 3.271431 | 0.0635 | 0.6619 | 0.5363 | nan | nan |
| 2459879 | RF_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 8.299546 | -0.458733 | 10.051194 | 1.352614 | 1.440244 | 11.885199 | 2.460416 | 5.476281 | 0.0514 | 0.6472 | 0.4757 | nan | nan |
| 2459878 | RF_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 14.647946 | -0.336238 | 69.100838 | 0.992745 | 11.570202 | 9.633384 | 4.785299 | 6.186788 | 0.0653 | 0.6633 | 0.4672 | nan | nan |
| 2459876 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459875 | RF_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 17.348123 | -0.648896 | 64.984399 | -0.714264 | 13.199598 | 4.847034 | 2.655174 | 1.869773 | 0.0621 | 0.6936 | 0.4696 | nan | nan |
| 2459874 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 24.695515 | -0.808936 | 33.876574 | -0.577463 | 18.090627 | 5.986167 | 2.872894 | 4.501998 | 0.0653 | 0.6576 | 0.4555 | nan | nan |
| 2459873 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 18.505738 | -0.801226 | 43.742068 | -0.301773 | 7.292768 | 1.812638 | 0.882900 | 3.591282 | 0.0651 | 0.6579 | 0.4873 | nan | nan |
| 2459872 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 16.118478 | -0.433931 | 56.046231 | 0.216101 | 20.049737 | 6.408440 | 1.613277 | 6.754656 | 0.0543 | 0.6531 | 0.4375 | nan | nan |
| 2459871 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 12.924241 | -0.505861 | 60.565766 | 0.238400 | 18.012370 | 6.111825 | 0.789173 | 1.706891 | 0.0622 | 0.6604 | 0.4315 | nan | nan |
| 2459870 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 22.028011 | -0.558718 | 45.664980 | -0.799743 | 10.885739 | 7.155756 | 8.816363 | 12.045953 | 0.0652 | 0.6627 | 0.4896 | nan | nan |
| 2459869 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 18.567878 | 0.580335 | 45.686983 | -0.816156 | 15.707056 | 7.119883 | 5.131036 | 3.672807 | 0.0667 | 0.6814 | 0.5106 | nan | nan |
| 2459868 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 20.052181 | -1.215886 | 69.018009 | -0.154400 | 10.754234 | 2.081636 | 2.835587 | 7.787500 | 0.0475 | 0.6486 | 0.4893 | nan | nan |
| 2459867 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 13.908861 | -1.359557 | 54.164084 | -0.485216 | 5.726156 | 1.301188 | 1.662445 | 3.923228 | 0.0522 | 0.6611 | 0.4930 | nan | nan |
| 2459866 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 16.126330 | -1.458610 | 51.081662 | -0.581356 | 6.469344 | 2.861029 | 2.650311 | 3.336692 | 0.0592 | 0.6644 | 0.4865 | nan | nan |
| 2459865 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 17.576932 | -1.321268 | 61.858298 | 2.203530 | 15.575212 | 4.343903 | 14.594819 | 5.284492 | 0.0528 | 0.6766 | 0.4409 | nan | nan |
| 2459864 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 21.555498 | -1.662408 | 24.653738 | -0.957636 | 8.166365 | 1.806963 | 2.955507 | 12.222340 | 0.0470 | 0.6568 | 0.4916 | nan | nan |
| 2459863 | digital_maintenance | 100.00% | 99.95% | 0.00% | 0.00% | - | - | 12.894496 | -0.679537 | 7.799104 | -0.366536 | 2.921177 | 2.515435 | 1.001020 | 7.526535 | 0.0506 | 0.6477 | 0.4843 | nan | nan |
| 2459862 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 12.955971 | -0.371724 | 28.177099 | -1.027182 | 12.504946 | 2.780530 | 0.950890 | 1.046809 | 0.0545 | 0.6740 | 0.4909 | nan | nan |
| 2459861 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 9.992827 | -0.336737 | 7.896141 | -0.065478 | 2.511431 | 1.888976 | 0.701031 | 5.581878 | 0.0484 | 0.6561 | 0.4539 | nan | nan |
| 2459860 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 10.898972 | -0.073959 | 23.735257 | -0.799632 | 14.535854 | 3.556459 | 1.065396 | 1.670720 | 0.0546 | 0.6567 | 0.4916 | nan | nan |
| 2459859 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 9.164361 | -0.524452 | 8.574268 | -0.074796 | 2.155731 | 1.825631 | 0.173114 | 0.788999 | 0.0617 | 0.6646 | 0.4914 | nan | nan |
| 2459858 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.975350 | -0.234805 | 8.857342 | -0.124762 | 2.169611 | 4.014038 | 0.663554 | 2.721115 | 0.0581 | 0.6695 | 0.4975 | 1.238807 | 3.061751 |
| 2459857 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 6.727485 | -0.412748 | 0.965761 | -0.529085 | 3.376876 | 7.906547 | 3.179388 | 4.418832 | 0.0248 | 0.0252 | 0.0005 | nan | nan |
| 2459856 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | 100.00% | 0.00% | 14.998845 | 0.343218 | 22.389622 | -1.041986 | 6.567752 | 7.521732 | 2.782741 | 2.449656 | 0.0555 | 0.6847 | 0.5006 | 1.296905 | 3.034016 |
| 2459855 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | 100.00% | 0.00% | 15.701132 | 0.179147 | 23.310725 | -0.596478 | 2.850742 | 0.644190 | 1.304259 | 2.483270 | 0.0570 | 0.6992 | 0.5457 | 1.220436 | 2.658963 |
| 2459854 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | 100.00% | 0.00% | 15.734965 | -0.433336 | 17.849611 | 0.357323 | 3.977707 | 1.440546 | 2.612000 | 5.591570 | 0.0654 | 0.7247 | 0.5519 | 1.265286 | 2.911036 |
| 2459853 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | 100.00% | 0.00% | 13.181963 | -0.366980 | 24.280859 | 0.931982 | 6.831727 | 1.229111 | 1.968624 | 3.775003 | 0.0613 | 0.6761 | 0.4951 | 1.267768 | 3.048713 |
| 2459852 | digital_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | 100.00% | 0.00% | 13.305843 | 0.308307 | 24.999736 | 1.344503 | 15.370847 | 1.941744 | 16.531116 | 1.918939 | 0.1108 | 0.8084 | 0.4950 | 1.308718 | 6.833553 |
| 2459851 | digital_maintenance | 100.00% | 89.69% | 0.00% | 0.00% | 100.00% | 0.00% | 10.175134 | 0.003068 | 25.691453 | 1.148619 | 21.417963 | 3.049916 | 12.168307 | 4.277308 | 0.1300 | 0.7219 | 0.4560 | 0.936414 | 2.540516 |
| 2459850 | digital_maintenance | 100.00% | 91.12% | 0.00% | 0.00% | 100.00% | 0.00% | 12.488789 | -0.009307 | 22.229379 | 0.853266 | 10.181433 | 2.095482 | 5.095914 | 5.190623 | 0.1121 | 0.7436 | 0.4751 | 1.250125 | 3.210253 |
| 2459849 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459848 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.222414 | 14.021456 | 29.075734 | 31.556904 | 14.292324 | 21.796097 | 3.611034 | 5.268549 | 0.0372 | 0.0282 | 0.0033 | 1.303124 | 1.296482 |
| 2459847 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.219210 | 16.324443 | 27.072571 | 29.736018 | 22.061103 | 28.447451 | 1.698891 | 2.692107 | 0.0333 | 0.0261 | 0.0034 | 1.279905 | 1.276876 |
| 2459845 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.885533 | 18.105091 | 38.625401 | 40.829597 | 10.066521 | 16.572141 | 2.803124 | 2.404866 | 0.0424 | 0.0300 | 0.0045 | 1.326835 | 1.306899 |
| 2459844 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 14.106821 | 17.224562 | 4.143383 | 6.175180 | 2.857118 | 5.322076 | 10.569666 | 15.400917 | 0.0247 | 0.0237 | 0.0008 | nan | nan |
| 2459843 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.685948 | 17.657114 | 18.763507 | 20.180546 | 64.483991 | 71.217553 | 2.564441 | 2.842374 | 0.0382 | 0.0278 | 0.0037 | 1.365752 | 1.345356 |
| 2459842 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.289261 | 12.372033 | 8.711429 | 9.867893 | -0.040496 | -0.506840 | 1.260616 | 1.423574 | 0.0341 | 0.0263 | 0.0035 | 1.580528 | 1.506972 |
| 2459841 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 14.217488 | 17.680432 | 2.976062 | 4.247596 | 6.040155 | 8.164554 | 8.291013 | 10.381844 | 0.0247 | 0.0237 | 0.0009 | nan | nan |
| 2459840 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 115.642187 | 452.434900 | 57.764477 | 289.618177 | 500.076931 | 10603.451949 | 1214.009716 | 22635.666338 | 0.0174 | nan | nan | nan | nan |
| 2459839 | digital_maintenance | 100.00% | - | - | - | - | - | 32.346878 | 97.284388 | 153.407127 | 489.631034 | 211.716829 | 1683.500833 | 1744.979671 | 11050.490492 | nan | nan | nan | nan | nan |
| 2459838 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.847959 | 16.815353 | 21.861516 | 23.399089 | 19.620980 | 30.365416 | 2.118667 | 2.992601 | 0.0398 | 0.0370 | 0.0015 | 0.000000 | 0.000000 |
| 2459836 | digital_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0365 | 0.0338 | 0.0006 | nan | nan |
| 2459835 | digital_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 2.398490 | 2.982539 | 2.040550 | 2.550466 | 0.251452 | 0.384770 | 1.220968 | 1.324842 | 0.0378 | 0.0346 | 0.0006 | nan | nan |
| 2459833 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 6.450882 | 8.011372 | 2.531650 | 3.137503 | 7.940449 | 31.133277 | 10.166454 | 16.024681 | 0.0351 | 0.0278 | 0.0009 | nan | nan |
| 2459832 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 30.102733 | 31.610276 | 24.548538 | 25.748616 | 13.830607 | 13.647028 | 3.139416 | 4.463874 | 0.0402 | 0.0393 | 0.0015 | 1.352444 | 1.341376 |
| 2459831 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.076267 | 1.911297 | 0.142607 | -0.248483 | 1.523899 | 6.870049 | 6.494329 | 9.436866 | 0.0330 | 0.0311 | -0.0000 | nan | nan |
| 2459830 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 30.781696 | 30.705296 | 35.095375 | 36.690241 | 39.851672 | 36.032312 | 6.442474 | 6.476014 | 0.0380 | 0.0353 | 0.0010 | 1.338522 | 1.329019 |
| 2459829 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 28.676620 | 30.549573 | 28.595871 | 29.969735 | 28.579406 | 31.866893 | 9.375689 | 8.853993 | 0.0391 | 0.0349 | 0.0016 | 1.227630 | 1.180914 |
| 2459828 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 25.887356 | 27.040748 | 30.897216 | 32.091207 | 36.606029 | 33.173499 | 14.624222 | 12.776758 | 0.0401 | 0.0387 | 0.0000 | 0.000000 | 0.000000 |
| 2459827 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.956040 | 21.497152 | 34.712234 | 36.544962 | 24.494588 | 26.035078 | 1.522957 | 1.342058 | 0.0354 | 0.0380 | 0.0009 | 1.205887 | 1.327700 |
| 2459826 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 23.679907 | 23.345044 | 38.999537 | 40.373196 | 48.961391 | 45.085352 | 8.477381 | 9.207630 | 0.0353 | 0.0364 | 0.0008 | 1.147432 | 1.316705 |
| 2459825 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.114823 | 25.658233 | 31.039055 | 32.273727 | 27.658898 | 25.814621 | 0.575619 | 0.636319 | 0.0381 | 0.0410 | 0.0004 | 1.296360 | 1.289411 |
| 2459824 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.218793 | 15.299322 | 24.654161 | 26.098103 | 10.672335 | 19.341977 | 3.234986 | 3.668929 | 0.0375 | 0.0395 | 0.0008 | 1.242325 | 1.291609 |
| 2459823 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.170496 | 23.948184 | 46.267877 | 47.786683 | 34.300356 | 35.729230 | 33.580352 | 34.317987 | 0.0345 | 0.0331 | 0.0011 | 1.361382 | 1.287465 |
| 2459822 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 25.289755 | 25.857331 | 42.455554 | 43.914117 | 30.794210 | 29.420539 | 1.415336 | 1.095268 | 0.0357 | 0.0362 | 0.0002 | 1.272979 | 1.267945 |
| 2459821 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 27.682211 | 28.621774 | 43.484652 | 44.621657 | 26.596251 | 26.166870 | -0.461388 | -0.153914 | 0.0341 | 0.0339 | 0.0004 | 1.220436 | 1.216489 |
| 2459820 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.691806 | 22.496275 | 34.139850 | 36.538904 | 65.077478 | 68.747804 | 26.241276 | 5.594456 | 0.0344 | 0.0321 | 0.0014 | 0.000000 | 0.000000 |
| 2459817 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 23.577894 | 25.167669 | 42.273794 | 43.428833 | 36.313217 | 36.370781 | 1.976659 | 1.960543 | 0.0365 | 0.0378 | 0.0004 | 1.175253 | 1.172151 |
| 2459816 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.624955 | 18.312062 | 42.290336 | 44.175817 | 46.698024 | 45.185457 | 9.447206 | 10.343320 | 0.0432 | 0.0379 | 0.0028 | 1.319615 | 1.307611 |
| 2459815 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.617334 | 22.381697 | 46.219540 | 47.700309 | 47.464703 | 47.607568 | 11.453277 | 13.797554 | 0.0439 | 0.0436 | 0.0011 | 1.306944 | 1.310199 |
| 2459814 | digital_maintenance | 0.00% | - | - | - | - | - | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459813 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | RF_maintenance | ee Power | 68.763557 | -0.540980 | 13.368755 | 1.800930 | 68.763557 | 13.774644 | 21.945414 | 12.969442 | 5.353608 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | RF_maintenance | ee Power | 57.019893 | -0.672356 | 16.251488 | 0.697701 | 57.019893 | 7.579019 | 6.776475 | 3.271431 | 1.118801 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | RF_maintenance | nn Temporal Variability | 11.885199 | -0.458733 | 8.299546 | 1.352614 | 10.051194 | 11.885199 | 1.440244 | 5.476281 | 2.460416 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | RF_maintenance | ee Power | 69.100838 | -0.336238 | 14.647946 | 0.992745 | 69.100838 | 9.633384 | 11.570202 | 6.186788 | 4.785299 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | RF_maintenance | ee Power | 64.984399 | 17.348123 | -0.648896 | 64.984399 | -0.714264 | 13.199598 | 4.847034 | 2.655174 | 1.869773 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 33.876574 | 24.695515 | -0.808936 | 33.876574 | -0.577463 | 18.090627 | 5.986167 | 2.872894 | 4.501998 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 43.742068 | 18.505738 | -0.801226 | 43.742068 | -0.301773 | 7.292768 | 1.812638 | 0.882900 | 3.591282 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 56.046231 | -0.433931 | 16.118478 | 0.216101 | 56.046231 | 6.408440 | 20.049737 | 6.754656 | 1.613277 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 60.565766 | -0.505861 | 12.924241 | 0.238400 | 60.565766 | 6.111825 | 18.012370 | 1.706891 | 0.789173 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 45.664980 | 22.028011 | -0.558718 | 45.664980 | -0.799743 | 10.885739 | 7.155756 | 8.816363 | 12.045953 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 45.686983 | 18.567878 | 0.580335 | 45.686983 | -0.816156 | 15.707056 | 7.119883 | 5.131036 | 3.672807 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 69.018009 | 20.052181 | -1.215886 | 69.018009 | -0.154400 | 10.754234 | 2.081636 | 2.835587 | 7.787500 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 54.164084 | 13.908861 | -1.359557 | 54.164084 | -0.485216 | 5.726156 | 1.301188 | 1.662445 | 3.923228 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 51.081662 | -1.458610 | 16.126330 | -0.581356 | 51.081662 | 2.861029 | 6.469344 | 3.336692 | 2.650311 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 61.858298 | 17.576932 | -1.321268 | 61.858298 | 2.203530 | 15.575212 | 4.343903 | 14.594819 | 5.284492 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 24.653738 | -1.662408 | 21.555498 | -0.957636 | 24.653738 | 1.806963 | 8.166365 | 12.222340 | 2.955507 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Shape | 12.894496 | 12.894496 | -0.679537 | 7.799104 | -0.366536 | 2.921177 | 2.515435 | 1.001020 | 7.526535 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 28.177099 | 12.955971 | -0.371724 | 28.177099 | -1.027182 | 12.504946 | 2.780530 | 0.950890 | 1.046809 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Shape | 9.992827 | -0.336737 | 9.992827 | -0.065478 | 7.896141 | 1.888976 | 2.511431 | 5.581878 | 0.701031 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 23.735257 | 10.898972 | -0.073959 | 23.735257 | -0.799632 | 14.535854 | 3.556459 | 1.065396 | 1.670720 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Shape | 9.164361 | 9.164361 | -0.524452 | 8.574268 | -0.074796 | 2.155731 | 1.825631 | 0.173114 | 0.788999 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Shape | 9.975350 | -0.234805 | 9.975350 | -0.124762 | 8.857342 | 4.014038 | 2.169611 | 2.721115 | 0.663554 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Temporal Variability | 7.906547 | -0.412748 | 6.727485 | -0.529085 | 0.965761 | 7.906547 | 3.376876 | 4.418832 | 3.179388 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 22.389622 | 14.998845 | 0.343218 | 22.389622 | -1.041986 | 6.567752 | 7.521732 | 2.782741 | 2.449656 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 23.310725 | 0.179147 | 15.701132 | -0.596478 | 23.310725 | 0.644190 | 2.850742 | 2.483270 | 1.304259 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 17.849611 | -0.433336 | 15.734965 | 0.357323 | 17.849611 | 1.440546 | 3.977707 | 5.591570 | 2.612000 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 24.280859 | -0.366980 | 13.181963 | 0.931982 | 24.280859 | 1.229111 | 6.831727 | 3.775003 | 1.968624 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 24.999736 | 13.305843 | 0.308307 | 24.999736 | 1.344503 | 15.370847 | 1.941744 | 16.531116 | 1.918939 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 25.691453 | 10.175134 | 0.003068 | 25.691453 | 1.148619 | 21.417963 | 3.049916 | 12.168307 | 4.277308 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Power | 22.229379 | 12.488789 | -0.009307 | 22.229379 | 0.853266 | 10.181433 | 2.095482 | 5.095914 | 5.190623 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Power | 31.556904 | 14.021456 | 13.222414 | 31.556904 | 29.075734 | 21.796097 | 14.292324 | 5.268549 | 3.611034 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Power | 29.736018 | 16.324443 | 15.219210 | 29.736018 | 27.072571 | 28.447451 | 22.061103 | 2.692107 | 1.698891 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Power | 40.829597 | 18.105091 | 16.885533 | 40.829597 | 38.625401 | 16.572141 | 10.066521 | 2.404866 | 2.803124 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Shape | 17.224562 | 14.106821 | 17.224562 | 4.143383 | 6.175180 | 2.857118 | 5.322076 | 10.569666 | 15.400917 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Temporal Variability | 71.217553 | 17.657114 | 17.685948 | 20.180546 | 18.763507 | 71.217553 | 64.483991 | 2.842374 | 2.564441 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Shape | 12.372033 | 10.289261 | 12.372033 | 8.711429 | 9.867893 | -0.040496 | -0.506840 | 1.260616 | 1.423574 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Shape | 17.680432 | 14.217488 | 17.680432 | 2.976062 | 4.247596 | 6.040155 | 8.164554 | 8.291013 | 10.381844 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Temporal Discontinuties | 22635.666338 | 115.642187 | 452.434900 | 57.764477 | 289.618177 | 500.076931 | 10603.451949 | 1214.009716 | 22635.666338 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Temporal Discontinuties | 11050.490492 | 97.284388 | 32.346878 | 489.631034 | 153.407127 | 1683.500833 | 211.716829 | 11050.490492 | 1744.979671 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Temporal Variability | 30.365416 | 16.815353 | 15.847959 | 23.399089 | 21.861516 | 30.365416 | 19.620980 | 2.992601 | 2.118667 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Shape | 2.982539 | 2.982539 | 2.398490 | 2.550466 | 2.040550 | 0.384770 | 0.251452 | 1.324842 | 1.220968 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Temporal Variability | 31.133277 | 8.011372 | 6.450882 | 3.137503 | 2.531650 | 31.133277 | 7.940449 | 16.024681 | 10.166454 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Shape | 31.610276 | 30.102733 | 31.610276 | 24.548538 | 25.748616 | 13.830607 | 13.647028 | 3.139416 | 4.463874 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Temporal Discontinuties | 9.436866 | -0.076267 | 1.911297 | 0.142607 | -0.248483 | 1.523899 | 6.870049 | 6.494329 | 9.436866 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Temporal Variability | 39.851672 | 30.781696 | 30.705296 | 35.095375 | 36.690241 | 39.851672 | 36.032312 | 6.442474 | 6.476014 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Temporal Variability | 31.866893 | 30.549573 | 28.676620 | 29.969735 | 28.595871 | 31.866893 | 28.579406 | 8.853993 | 9.375689 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Temporal Variability | 36.606029 | 27.040748 | 25.887356 | 32.091207 | 30.897216 | 33.173499 | 36.606029 | 12.776758 | 14.624222 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Power | 36.544962 | 21.956040 | 21.497152 | 34.712234 | 36.544962 | 24.494588 | 26.035078 | 1.522957 | 1.342058 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Temporal Variability | 48.961391 | 23.345044 | 23.679907 | 40.373196 | 38.999537 | 45.085352 | 48.961391 | 9.207630 | 8.477381 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Power | 32.273727 | 25.658233 | 26.114823 | 32.273727 | 31.039055 | 25.814621 | 27.658898 | 0.636319 | 0.575619 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Power | 26.098103 | 14.218793 | 15.299322 | 24.654161 | 26.098103 | 10.672335 | 19.341977 | 3.234986 | 3.668929 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Power | 47.786683 | 23.948184 | 24.170496 | 47.786683 | 46.267877 | 35.729230 | 34.300356 | 34.317987 | 33.580352 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Power | 43.914117 | 25.289755 | 25.857331 | 42.455554 | 43.914117 | 30.794210 | 29.420539 | 1.415336 | 1.095268 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Power | 44.621657 | 28.621774 | 27.682211 | 44.621657 | 43.484652 | 26.166870 | 26.596251 | -0.153914 | -0.461388 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Temporal Variability | 68.747804 | 20.691806 | 22.496275 | 34.139850 | 36.538904 | 65.077478 | 68.747804 | 26.241276 | 5.594456 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Power | 43.428833 | 23.577894 | 25.167669 | 42.273794 | 43.428833 | 36.313217 | 36.370781 | 1.976659 | 1.960543 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | ee Temporal Variability | 46.698024 | 18.312062 | 17.624955 | 44.175817 | 42.290336 | 45.185457 | 46.698024 | 10.343320 | 9.447206 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Power | 47.700309 | 22.381697 | 21.617334 | 47.700309 | 46.219540 | 47.607568 | 47.464703 | 13.797554 | 11.453277 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | N12 | digital_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |